广告系列内实验用于在单个广告系列内测试特定功能。 与系统管理的实验(在 对照组广告系列和实验组广告系列之间分配流量)不同,广告系列内实验会根据功能是否启用,在广告系列内 分配流量。
此工作流支持以下
ExperimentType 值:
ADOPT_AI_MAXADOPT_BROAD_MATCH_KEYWORDS
设置
- 定义
Experiment,提供实验类型、对照组ExperimentArm和实验组ExperimentArm。每个实验组都应引用同一广告系列。 - 使用字段掩码为实验启用测试功能。对于
ADOPT_BROAD_MATCH_KEYWORDS,无需 执行此操作;相反,系统会在创建实验时自动启用广泛匹配广告系列设置。 - 发送
GoogleAdsService.Mutate请求,其中包含用于创建实验和 实验组的 mutate 操作,以及(如果适用)用于启用测试功能的操作。
设置完成后,系统会在广告系列内分配流量,使 50% 的流量会看到已启用的功能(实验组),而 50% 的流量不会看到(对照组)。
Java
// Create the experiment resource name using a temporary ID. String experimentResourceName = ResourceNames.experiment(customerId, -1L); // Create the experiment. Experiment experiment = Experiment.newBuilder() .setResourceName(experimentResourceName) .setName("ADOPT_AI_MAX Experiment #" + UUID.randomUUID()) .setType(ExperimentType.ADOPT_AI_MAX) .build(); MutateOperation experimentOperation = MutateOperation.newBuilder() .setExperimentOperation(ExperimentOperation.newBuilder().setCreate(experiment).build()) .build(); // Create the control arm. Both arms in an intra-campaign experiment reference the same base // campaign. ExperimentArm controlArm = ExperimentArm.newBuilder() .setExperiment(experimentResourceName) .setName("Control Arm") .setControl(true) .setTrafficSplit(50) .addCampaigns(ResourceNames.campaign(customerId, campaignId)) .build(); MutateOperation controlArmOperation = MutateOperation.newBuilder() .setExperimentArmOperation( ExperimentArmOperation.newBuilder().setCreate(controlArm).build()) .build(); // Create the treatment arm. ExperimentArm treatmentArm = ExperimentArm.newBuilder() .setExperiment(experimentResourceName) .setName("Treatment Arm") .setControl(false) .setTrafficSplit(50) .addCampaigns(ResourceNames.campaign(customerId, campaignId)) .build(); MutateOperation treatmentArmOperation = MutateOperation.newBuilder() .setExperimentArmOperation( ExperimentArmOperation.newBuilder().setCreate(treatmentArm).build()) .build(); // Create a campaign operation with an update mask to enable AI Max and configure asset // automation settings. // Note: For intra-campaign experiments, these settings are applied to the base campaign but are // only active for the treatment traffic split. Campaign campaign = Campaign.newBuilder() .setResourceName(ResourceNames.campaign(customerId, campaignId)) .setAiMaxSetting(AiMaxSetting.newBuilder().setEnableAiMax(true).build()) .addAssetAutomationSettings( AssetAutomationSetting.newBuilder() .setAssetAutomationType(AssetAutomationType.TEXT_ASSET_AUTOMATION) .setAssetAutomationStatus(AssetAutomationStatus.OPTED_IN) .build()) .addAssetAutomationSettings( AssetAutomationSetting.newBuilder() .setAssetAutomationType( AssetAutomationType.FINAL_URL_EXPANSION_TEXT_ASSET_AUTOMATION) .setAssetAutomationStatus(AssetAutomationStatus.OPTED_IN) .build()) .build(); CampaignOperation campaignOp = CampaignOperation.newBuilder() .setUpdate(campaign) .setUpdateMask(FieldMasks.allSetFieldsOf(campaign)) .build(); MutateOperation campaignMutateOperation = MutateOperation.newBuilder().setCampaignOperation(campaignOp).build(); // Send all mutate operations in a single Mutate request. List<MutateOperation> mutateOperations = ImmutableList.of( experimentOperation, controlArmOperation, treatmentArmOperation, campaignMutateOperation); try (GoogleAdsServiceClient googleAdsServiceClient = googleAdsClient.getLatestVersion().createGoogleAdsServiceClient()) { MutateGoogleAdsRequest request = MutateGoogleAdsRequest.newBuilder() .setCustomerId(Long.toString(customerId)) .addAllMutateOperations(mutateOperations) .build(); MutateGoogleAdsResponse response = googleAdsServiceClient.mutate(request);
C#
// Create the experiment resource name using a temporary ID. string experimentResourceName = ResourceNames.Experiment(customerId, -1); // Create the experiment. MutateOperation experimentOperation = new MutateOperation() { ExperimentOperation = new ExperimentOperation() { Create = new Experiment() { ResourceName = experimentResourceName, Name = $"ADOPT_AI_MAX Experiment #{ExampleUtilities.GetRandomString()}", Type = ExperimentType.AdoptAiMax } } }; // Create the control arm. Both arms in an intra-campaign experiment // reference the same base campaign. MutateOperation controlArmOperation = new MutateOperation() { ExperimentArmOperation = new ExperimentArmOperation() { Create = new ExperimentArm() { Experiment = experimentResourceName, Name = "Control Arm", Control = true, TrafficSplit = 50, Campaigns = { ResourceNames.Campaign(customerId, campaignId) } } } }; // Create the treatment arm. MutateOperation treatmentArmOperation = new MutateOperation() { ExperimentArmOperation = new ExperimentArmOperation() { Create = new ExperimentArm() { Experiment = experimentResourceName, Name = "Treatment Arm", Control = false, TrafficSplit = 50, Campaigns = { ResourceNames.Campaign(customerId, campaignId) } } } }; // Create a campaign operation with an update mask to enable AI Max and // configure asset automation settings. // Note: For intra-campaign experiments, these settings are applied to the // base campaign but are only active for the treatment traffic split. Campaign campaign = new Campaign() { ResourceName = ResourceNames.Campaign(customerId, campaignId), AiMaxSetting = new Campaign.Types.AiMaxSetting { EnableAiMax = true } }; campaign.AssetAutomationSettings.Add(new Campaign.Types.AssetAutomationSetting { AssetAutomationType = AssetAutomationType.TextAssetAutomation, AssetAutomationStatus = AssetAutomationStatus.OptedIn }); campaign.AssetAutomationSettings.Add(new Campaign.Types.AssetAutomationSetting { AssetAutomationType = AssetAutomationType.FinalUrlExpansionTextAssetAutomation, AssetAutomationStatus = AssetAutomationStatus.OptedIn }); MutateOperation campaignOperation = new MutateOperation() { CampaignOperation = new CampaignOperation() { Update = campaign, UpdateMask = FieldMasks.AllSetFieldsOf(campaign) } }; // Send all mutate operations in a single Mutate request. List<MutateOperation> mutateOperations = new List<MutateOperation> { experimentOperation, controlArmOperation, treatmentArmOperation, campaignOperation }; MutateGoogleAdsResponse response = googleAdsService.Mutate( customerId.ToString(), mutateOperations);
PHP
This example is not yet available in PHP; you can take a look at the other languages.
Python
# Create the experiment resource name using a temporary ID. experiment_resource_name = googleads_service.experiment_path( customer_id, "-1" ) # Create the experiment. experiment_operation = client.get_type("MutateOperation") experiment = experiment_operation.experiment_operation.create experiment.resource_name = experiment_resource_name experiment.name = f"ADOPT_AI_MAX Experiment #{uuid4()}" experiment.type_ = client.enums.ExperimentTypeEnum.ADOPT_AI_MAX # Create the control arm. Both arms in an intra-campaign experiment # reference the same base campaign. control_arm_operation = client.get_type("MutateOperation") control_arm = control_arm_operation.experiment_arm_operation.create control_arm.experiment = experiment_resource_name control_arm.name = "Control Arm" control_arm.control = True control_arm.traffic_split = 50 control_arm.campaigns.append( googleads_service.campaign_path(customer_id, campaign_id) ) # Create the treatment arm. treatment_arm_operation = client.get_type("MutateOperation") treatment_arm = treatment_arm_operation.experiment_arm_operation.create treatment_arm.experiment = experiment_resource_name treatment_arm.name = "Treatment Arm" treatment_arm.control = False treatment_arm.traffic_split = 50 treatment_arm.campaigns.append( googleads_service.campaign_path(customer_id, campaign_id) ) # Create a campaign operation with an update mask to enable AI Max and # configure asset automation settings. # Note: For intra-campaign experiments, these settings are applied to the # base campaign but are only active for the treatment traffic split. campaign_operation = client.get_type("MutateOperation") campaign = campaign_operation.campaign_operation.update campaign.resource_name = googleads_service.campaign_path( customer_id, campaign_id ) campaign.ai_max_setting.enable_ai_max = True for asset_automation_type_enum in [ client.enums.AssetAutomationTypeEnum.TEXT_ASSET_AUTOMATION, client.enums.AssetAutomationTypeEnum.FINAL_URL_EXPANSION_TEXT_ASSET_AUTOMATION, ]: asset_automation_setting = client.get_type( "Campaign" ).AssetAutomationSetting() asset_automation_setting.asset_automation_type = ( asset_automation_type_enum ) asset_automation_setting.asset_automation_status = ( client.enums.AssetAutomationStatusEnum.OPTED_IN ) campaign.asset_automation_settings.append(asset_automation_setting) client.copy_from( campaign_operation.campaign_operation.update_mask, protobuf_helpers.field_mask(None, campaign._pb), ) # Send all mutate operations in a single Mutate request. mutate_operations = [ experiment_operation, control_arm_operation, treatment_arm_operation, campaign_operation, ] response = googleads_service.mutate( customer_id=customer_id, mutate_operations=mutate_operations, )
Ruby
This example is not yet available in Ruby; you can take a look at the other languages.
Perl
This example is not yet available in Perl; you can take a look at the other languages.
curl
实验报告
由于对照组流量和实验组流量混合在单个广告系列中,因此您 必须使用 直接实验报告 来比较 对照组和实验组之间的指标。标准广告系列级报告仅显示整个广告系列的汇总指标,无法区分这两个组。
以下 GAQL 查询可用于检索 ADOPT_AI_MAX 广告系列内实验的点击统计信息。
SELECT
experiment.resource_name,
experiment.name,
metrics.clicks,
metrics.control_clicks,
metrics.clicks_point_estimate,
metrics.clicks_p_value
FROM experiment
WHERE experiment.type = 'ADOPT_AI_MAX'
升级或结束实验
评估结果后,您可以使用
ExperimentService结束或升级实验。
- 结束:如果您对结果不满意,请使用
EndExperiment。该功能将被停用,广告系列将恢复为在不使用实验功能的情况下投放所有流量。这是一项同步操作。 - 升级:如果您对结果满意,请使用
PromoteExperiment。 这会将实验性更改作为广告系列的新永久状态应用。这是一项异步操作;如需了解详情,请参阅异步 错误。
广告系列内实验不支持转正 操作,因为没有单独的实验组广告系列可以转正。